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@Verified-Intelligence

Verified Intelligence

Formal verification tools for AI. Led by Prof. Huan Zhang at UIUC

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  1. auto_LiRPA auto_LiRPA Public

    auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs

    Python 315 88

  2. alpha-beta-CROWN alpha-beta-CROWN Public

    alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, 2023, and 2024)

    Python 293 78

  3. Lyapunov_Stable_NN_Controllers Lyapunov_Stable_NN_Controllers Public

    Lyapunov-stable Neural Control for State and Output Feedback

    Python 69 17

  4. alpha-beta-CROWN_vnncomp23 alpha-beta-CROWN_vnncomp23 Public

    Python 5

  5. CROWN-Reach CROWN-Reach Public

    A reachability analysis tool for neural network controlled system, based on the alpha-beta-CROWN framework

    Python 5 1

  6. Two-Stage_Neural_Controller_Training Two-Stage_Neural_Controller_Training Public

    Two-Stage Learning of Stabilizing Neural Controllers via Zubov Sampling and Iterative Domain Expansion

    Python 5

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